Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "136"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 136 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 38 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 36 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 136, Node N12:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459853 digital_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.237291 0.676050 1.783440 0.849337 -0.410167 2.042087 -0.182366 0.637151 0.7015 0.6692 0.4273 3.541321 2.901571
2459852 digital_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.006683 -0.492683 1.748934 0.256887 -0.425822 -0.673094 2.043941 0.663250 0.7917 0.8142 0.2551 6.598890 6.519612
2459851 digital_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.869637 0.662614 1.791942 0.709968 1.707830 1.333587 1.717404 0.946225 0.7136 0.7105 0.3544 0.000000 0.000000
2459850 digital_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.658041 0.976136 1.456436 1.026368 0.360843 1.945968 0.897306 1.618528 0.7005 0.7336 0.3584 3.568910 2.785385
2459849 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 298.942282 298.443287 inf inf 5897.802468 5912.497878 12706.593294 12812.207598 nan nan nan 0.000000 0.000000
2459848 digital_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.092177 11.317536 -0.757099 0.048058 0.520903 1.739140 0.405137 3.453133 0.6883 0.7178 0.3708 4.462580 4.026484
2459847 digital_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.046301 12.749246 -0.568168 0.088545 -0.395212 0.999685 0.028595 1.801243 0.7004 0.6399 0.4249 9.547359 6.438291
2459845 digital_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.624866 13.580232 -0.487421 1.332015 0.091568 2.528913 0.871439 3.149206 0.6951 0.7026 0.3819 0.000000 0.000000
2459844 digital_maintenance 0.00% 100.00% 100.00% 0.00% - - 0.969195 0.091423 1.616548 1.355571 0.843759 -0.662092 0.107376 -0.707983 0.0252 0.0249 0.0005 nan nan
2459843 digital_maintenance 100.00% 1.20% 0.66% 0.00% 100.00% 0.00% 1.852069 14.624777 -1.091660 -0.442653 -0.167163 0.908416 3.572371 5.006900 0.7148 0.7082 0.3863 3.351015 2.678784
2459842 digital_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.401745 6.930053 0.046964 0.396890 0.912348 0.107302 0.806644 1.757287 0.7270 0.6083 0.3148 5.913644 5.082832
2459841 digital_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.094303 -0.855900 0.241596 0.204507 0.312880 -0.683287 0.037173 -0.772949 0.0254 0.0247 0.0007 nan nan
2459840 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 153.214480 259.911916 76.528393 113.227711 840.841664 3178.525593 1614.807083 4151.019620 0.0175 0.0163 0.0008 nan nan
2459839 digital_maintenance 100.00% - - - - - 30.877719 86.070126 139.886957 301.849628 237.392769 953.845917 1342.058926 6700.891607 nan nan nan nan nan
2459838 digital_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.636118 14.075138 -0.827150 -0.103612 -0.070623 2.510712 0.729136 1.303189 0.6614 0.6122 0.3846 2.967557 2.400595
2459836 digital_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0356 0.0333 0.0008 nan nan
2459835 digital_maintenance 0.00% 100.00% 100.00% 0.00% - - 0.186248 0.021635 -0.086769 0.179485 1.434843 -0.201349 0.526553 -0.149968 0.0379 0.0349 0.0008 nan nan
2459833 digital_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.433950 0.001426 -1.114781 -1.145335 0.553218 0.090258 0.628404 -0.451813 0.0337 0.0307 0.0003 nan nan
2459832 digital_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.151939 16.872246 -1.007059 -0.315165 1.460985 0.892365 1.867770 1.748974 0.7390 0.4448 0.5286 4.367098 3.341337
2459831 digital_maintenance 0.00% 100.00% 100.00% 0.00% - - 1.218042 1.753392 2.350121 1.323464 -0.231310 -0.320767 0.248122 -0.687079 0.0361 0.0295 0.0009 nan nan
2459830 digital_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.487944 16.545935 -0.934247 0.019317 4.435210 2.327573 2.695825 4.572398 0.7418 0.4699 0.5076 6.835005 4.986926
2459829 digital_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.747786 19.169866 -0.754372 0.230828 1.444136 1.176032 4.516228 8.554994 0.6826 0.5911 0.3833 7.580894 6.562743
2459828 digital_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.561295 13.643911 -0.718988 0.122365 4.073436 3.042441 0.824527 9.192209 0.7352 0.4712 0.4915 6.936564 3.127677
2459827 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.664023 15.857815 -0.719259 0.835821 0.649340 1.093470 1.068631 3.411155 0.0776 0.0921 0.0130 1.224320 1.225424
2459826 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 2.291779 13.907137 -0.477459 0.807481 4.030179 2.736778 2.278397 3.467288 0.0806 0.0931 0.0216 0.936606 0.951268
2459825 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 2.674562 14.124581 -0.826665 0.033247 2.434065 1.786312 -0.141965 0.909284 0.0768 0.0888 0.0175 1.203462 1.204815
2459824 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.852806 13.588863 -0.649648 -0.044020 0.167552 2.216055 1.840824 2.527340 0.0757 0.0947 0.0101 1.211673 1.207688
2459823 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 3.491461 13.598112 0.115597 1.298589 2.253763 1.144681 4.449578 4.015504 0.0791 0.0866 0.0179 1.348030 1.339413
2459822 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 2.812003 12.845377 -0.339645 0.791994 2.952003 1.326112 0.951614 2.887273 0.0915 0.0893 0.0231 1.251889 1.247104
2459821 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 3.355366 13.650969 -0.534515 0.938458 1.905641 1.329226 0.884991 3.076511 0.0575 0.0592 0.0078 1.239999 1.236833
2459820 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 2.757208 18.969560 -0.726130 0.824528 4.309153 2.362258 2.866155 5.465080 0.0798 0.0882 0.0148 1.247847 1.246746
2459817 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 4.076935 14.303650 -0.554209 0.624096 1.256704 1.373437 -0.164990 0.641000 0.0971 0.0921 0.0210 1.208640 1.205466
2459816 digital_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.142140 11.015356 -0.948001 0.089899 1.840895 1.477814 0.956478 1.718839 0.8412 0.5469 0.5948 5.183418 4.056720
2459815 digital_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.516931 11.230132 -0.697190 0.256519 2.423366 3.337942 2.460718 3.709576 0.7976 0.6404 0.5106 6.349600 5.789601
2459814 digital_maintenance 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 136: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 digital_maintenance ee Shape 3.237291 0.676050 3.237291 0.849337 1.783440 2.042087 -0.410167 0.637151 -0.182366

Antenna 136: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 digital_maintenance ee Temporal Discontinuties 2.043941 -0.006683 -0.492683 1.748934 0.256887 -0.425822 -0.673094 2.043941 0.663250

Antenna 136: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 digital_maintenance ee Shape 2.869637 2.869637 0.662614 1.791942 0.709968 1.707830 1.333587 1.717404 0.946225

Antenna 136: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 digital_maintenance ee Shape 3.658041 3.658041 0.976136 1.456436 1.026368 0.360843 1.945968 0.897306 1.618528

Antenna 136: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 digital_maintenance ee Power inf 298.942282 298.443287 inf inf 5897.802468 5912.497878 12706.593294 12812.207598

Antenna 136: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 digital_maintenance nn Shape 11.317536 11.317536 1.092177 0.048058 -0.757099 1.739140 0.520903 3.453133 0.405137

Antenna 136: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 digital_maintenance nn Shape 12.749246 12.749246 1.046301 0.088545 -0.568168 0.999685 -0.395212 1.801243 0.028595

Antenna 136: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 digital_maintenance nn Shape 13.580232 13.580232 1.624866 1.332015 -0.487421 2.528913 0.091568 3.149206 0.871439

Antenna 136: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 digital_maintenance ee Power 1.616548 0.969195 0.091423 1.616548 1.355571 0.843759 -0.662092 0.107376 -0.707983

Antenna 136: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 digital_maintenance nn Shape 14.624777 14.624777 1.852069 -0.442653 -1.091660 0.908416 -0.167163 5.006900 3.572371

Antenna 136: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 digital_maintenance nn Shape 6.930053 -0.401745 6.930053 0.046964 0.396890 0.912348 0.107302 0.806644 1.757287

Antenna 136: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 digital_maintenance ee Temporal Variability 0.312880 -0.094303 -0.855900 0.241596 0.204507 0.312880 -0.683287 0.037173 -0.772949

Antenna 136: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 digital_maintenance nn Temporal Discontinuties 4151.019620 153.214480 259.911916 76.528393 113.227711 840.841664 3178.525593 1614.807083 4151.019620

Antenna 136: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 digital_maintenance nn Temporal Discontinuties 6700.891607 86.070126 30.877719 301.849628 139.886957 953.845917 237.392769 6700.891607 1342.058926

Antenna 136: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 digital_maintenance nn Shape 14.075138 14.075138 0.636118 -0.103612 -0.827150 2.510712 -0.070623 1.303189 0.729136

Antenna 136: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 digital_maintenance ee Temporal Variability 1.434843 0.021635 0.186248 0.179485 -0.086769 -0.201349 1.434843 -0.149968 0.526553

Antenna 136: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 digital_maintenance ee Temporal Discontinuties 0.628404 0.001426 -0.433950 -1.145335 -1.114781 0.090258 0.553218 -0.451813 0.628404

Antenna 136: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 digital_maintenance nn Shape 16.872246 2.151939 16.872246 -1.007059 -0.315165 1.460985 0.892365 1.867770 1.748974

Antenna 136: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 digital_maintenance ee Power 2.350121 1.218042 1.753392 2.350121 1.323464 -0.231310 -0.320767 0.248122 -0.687079

Antenna 136: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 digital_maintenance nn Shape 16.545935 2.487944 16.545935 -0.934247 0.019317 4.435210 2.327573 2.695825 4.572398

Antenna 136: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 digital_maintenance nn Shape 19.169866 19.169866 1.747786 0.230828 -0.754372 1.176032 1.444136 8.554994 4.516228

Antenna 136: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 digital_maintenance nn Shape 13.643911 13.643911 2.561295 0.122365 -0.718988 3.042441 4.073436 9.192209 0.824527

Antenna 136: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 digital_maintenance nn Shape 15.857815 1.664023 15.857815 -0.719259 0.835821 0.649340 1.093470 1.068631 3.411155

Antenna 136: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 digital_maintenance nn Shape 13.907137 13.907137 2.291779 0.807481 -0.477459 2.736778 4.030179 3.467288 2.278397

Antenna 136: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 digital_maintenance nn Shape 14.124581 14.124581 2.674562 0.033247 -0.826665 1.786312 2.434065 0.909284 -0.141965

Antenna 136: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 digital_maintenance nn Shape 13.588863 0.852806 13.588863 -0.649648 -0.044020 0.167552 2.216055 1.840824 2.527340

Antenna 136: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 digital_maintenance nn Shape 13.598112 13.598112 3.491461 1.298589 0.115597 1.144681 2.253763 4.015504 4.449578

Antenna 136: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 digital_maintenance nn Shape 12.845377 2.812003 12.845377 -0.339645 0.791994 2.952003 1.326112 0.951614 2.887273

Antenna 136: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 digital_maintenance nn Shape 13.650969 13.650969 3.355366 0.938458 -0.534515 1.329226 1.905641 3.076511 0.884991

Antenna 136: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 digital_maintenance nn Shape 18.969560 2.757208 18.969560 -0.726130 0.824528 4.309153 2.362258 2.866155 5.465080

Antenna 136: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 digital_maintenance nn Shape 14.303650 4.076935 14.303650 -0.554209 0.624096 1.256704 1.373437 -0.164990 0.641000

Antenna 136: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 digital_maintenance nn Shape 11.015356 11.015356 2.142140 0.089899 -0.948001 1.477814 1.840895 1.718839 0.956478

Antenna 136: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 digital_maintenance nn Shape 11.230132 11.230132 3.516931 0.256519 -0.697190 3.337942 2.423366 3.709576 2.460718

Antenna 136: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 digital_maintenance nn Shape nan nan nan nan nan nan nan nan nan

Antenna 136: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 digital_maintenance nn Shape nan nan nan inf inf nan nan nan nan
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